Does environmental credit affect bank loans? Evidence from Chinese A‐share listed firms

Shihao Yin, Zhongguo Lin, Panni Li, Binbin Peng
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Abstract

We investigate the effect of government‐initiated enterprise environmental credit ratings on firms' bank loans. While prior research indicates that companies with superior environmental performance tend to secure more bank loans, it is crucial to acknowledge that these performance metrics predominantly rely on voluntary corporate social responsibility or environmental, social, and governance disclosures made by the firms themselves or evaluated by third‐party agencies. Consequently, the evaluation results could be biased due to incomplete information disclosure, methodologies, or systems, raising concerns among scholars about potential “greenwashing” or symbolic environmental actions. In contrast, we employ a dataset comprising 27,388 observations from 2009 to 2021, applying propensity score matching and a time‐varying difference‐in‐difference model to better discern the relationship between firms' environmental credit ratings and their ability to obtain bank loans. Our findings highlight that firms participating in environmental credit evaluation can secure more bank loans compared to non‐participating firms. This effect is especially pronounced in regions with advanced green finance development. Further analysis shows that non‐state‐owned enterprises with excellent or good environmental credit ratings receive more loans, thus mitigating ownership bias in loan distribution. Overall, our results demonstrate that mandatory government environmental credit ratings mitigate information asymmetry by enabling lenders to better understand firms' environmental information.
环境信贷会影响银行贷款吗?来自中国 A 股上市公司的证据
我们研究了政府发起的企业环境信用评级对企业银行贷款的影响。以往的研究表明,环境绩效优异的公司往往能获得更多的银行贷款,但必须承认的是,这些绩效指标主要依赖于企业自身或第三方机构自愿披露的企业社会责任或环境、社会和治理信息。因此,评估结果可能会因信息披露、方法或系统的不完整而产生偏差,从而引发学者们对潜在的 "洗绿 "或象征性环保行为的担忧。相比之下,我们采用了 2009 年至 2021 年包含 27,388 个观测值的数据集,运用倾向得分匹配和时变差分模型,更好地揭示了企业环境信用评级与其获得银行贷款能力之间的关系。我们的研究结果表明,与未参与环境信用评价的企业相比,参与环境信用评价的企业能够获得更多的银行贷款。这种效应在绿色金融发展发达的地区尤为明显。进一步的分析表明,环境信用评级为优秀或良好的非国有企业能获得更多贷款,从而减轻了贷款分配中的所有权偏差。总之,我们的研究结果表明,强制性政府环境信用评级能够使贷款人更好地了解企业的环境信息,从而缓解信息不对称问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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